转载自https://github.com/iamericfletcher/r-learning-resources/blob/main/code_of_conduct.md
内容
主题
函数
- stat.berkeley - Introdcution to Functions - By the organizers of Integrating Computing into the Statistics Curricula (U.C. Berkeley).
数学
- Descriptive Statistics - By Salvatore S. Mangiafico.
- Essential Math for Data Science - By Tirthajyoti Sarkar.
- Gallery of Statistical Distributions - By NIST/SEMATECH.
- Plotting distributions (ggplot2) - By Winston Chang.
空间
- An Introduction to Choropleth maps in R - By Henry Cann.
- Getting latitude & longitude for any address - By Brecht Vermeire.
- Map Plots Created With R And Ggmap - By Laura Ellis.
- Plot Spatial Data / Shapefiles in R - From the math et al YoutTube channel.
Shiny
- Awesome R Shiny - A curated list of resources for R Shiny (created by Rob Gilmore).
可视化
- Awesome ggplot2 - A curated list of awesome ggplot2 tutorials, packages etc. (created by Erik Gahner Larsen).
- Chart Suggestions — A Thought-Starter - By Andrew Abela, Ph.D.
- Color Hex Color Codes - By the people at Color-Hex.
- Combine Multiple GGPlots into a Figure - By Alboukadel Kassambara.
- From Data to Viz - By Yan Holtz.
- ggplot2 extensions - gallery - Maintained by Daniel Emaasit.
- ggplot2 - Modify components of a theme - By the developers of Tidyverse.
- r-color-palettes - Comprehensive list of color palettes available in r created by Emil Hvitfeldt.
- The Data Visualization Catalogue - By Severino Ribecca.
- The Graphic Continuum - By Jonathan Schwabish, and Severino Ribecca.
- The R Graph Gallery - By Yan Holtz.
- Time Based Heatmaps in R - By Laura Ellis.
- Top 50 ggplot2 Visualizations - The Master List (With Full R Code) - By Selva Prabhakaran.
数据处理
- Data manipulation in r using data frames - an extensive article of basics - By dataENQ.
- Data Wrangling Part 1: Basic to Advanced Ways to Select Columns - By Suzan Baert.
- Data Wrangling Part 2: Transforming your columns into the right shape - By Suzan Baert.
- Data Wrangling Part 3: Basic and more advanced ways to filter rows - By Suzan Baert.
- Data Wrangling Part 4: Summarizing and slicing your data - By Suzan Baert.
其它
- A Data.Table and Dplyr Tour - By Atrebas.
- Fakir - Create Fake Data in R for Tutorials - By Colin Fay.
-
Structure and Interpretation of Computer Programs - Authors: Harold Abelson and
Gerald Jay Sussman with Julie Sussman. - Subreddit - r/Rlanguage - R Programming Language - Reddit Subreddit.
- Subreddit - r/programming - The R Project for Statistical Computing - Reddit Subreddit.
- Syntax equivalents: base R vs Tidyverse - By Hugo Tavares.
- Think Like a Programmer: An Introduction to Creative Problem Solving - Author: V. Anton Spraul.
博客
- Avery Robbins - By Avery Robbins.
- Tony ElHabr - By Tony ElHabr.
- Cédric Scherer - By Cédric Scherer.
- Data Imaginist - By Thomas Lin Pedersen.
- Data meets Narrative - By Rebecca Barter.
- HighlandR - By John Mackintosh.
- Julia Silge - By Julia Silge.
- rweekly - Weekly Updates from the Entire R Community by Bruce Zhao, Colin Fay, Eric Nantz, Hao Zhu, Jon Calder, Jonathan Carroll, Maëlle Salmon, Ryo Nakagawara, and Wolfram Qin.
- r-bloggers - By Tal Galili.
- r4stats - By Bob Muenchen.
- R Coder - By J.C. Soage.
- Ryo Nakagawara - By Ryo Nakagawara.
- Statistics Globe - By Joachim Schork.
图书
- A Sufficient Introduction to R - Author: Derek L. Sonderegger.
- An Introduction to Statistical Learning - Authors: Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani.
- Advanced R - Author: Hadley Wickham.
- An Introduction to R - Authors: W. N. Venables, D. M. Smith and the R Core Team.
- Answering Questions with Data - Author: Matthew J. C. Crump.
- Exploratory Data Analysis with R - Author: Roger D. Peng.
- Geocomputation with R - Authors: Robin Lovelace, Jakub Nowosad, Jannes Muenchow.
- ggplot2: Elegant Graphics for Data Analysis - Author: Hadley Wickham.
- Handling and Processing Strings in R - Author: Gaston Sanchez.
- Introduction to R & Spatial Data with Raster and Terra - Author: Professor Robert Hijmans.
- Learning Statistics with R - Author: Danielle Navarro.
- Practical Regression and Anova using R - Author: Julian Faraway.
- Practicals and Exercises - Author: Charles DiMaggio, PhD.
- R Cookbook, 2nd Edition - Authors: James (JD) Long, Paul Teetor.
- R for Data Science - Authors: Garrett Grolemund, Hadley Wickham.
- R for Data Science: Exercise Solutions - Author: Jeffrey B. Arnold.
- R for Spatial Analysis - Author: Charles DiMaggio, PhD.
- R Language for Programmers - Author: John Cook.
- R Packages - Author: Hadley Wickham.
- R Programming for Data Science - Author: Roger Peng.
- R Programming Tutorial - Author: Data & Tools.
- R programming Wikibook - Author: WikiBooks.
- Statistical Inference via Data Science - Authors: Chester Ismay and Albert Y. Kim.
- Text Mining with R - Authors: Julia Silge and David Robinson.
- The Art of R Programming - Author: Norman Matloff.
- The Caret Package - Author: Max Kuhn.
- The R Inferno - Author: Patrick Burns.
- The R Language - By the Authors of R.
- The Tidyverse Cookbook - Edited by Garrett Grolemund.
- YaRrr! The Pirates Guide to R - Author: Nathaniel Phillips.
实践社区
- TidyTuesday - TidyTuesday is a weekly data project aimed at the R ecosystem with an emphasis placed on understanding how to summarize and arrange data to make meaningful charts.
Podcasts
- Not so Standard Deviations - By Roger Peng and Hilary Parker.
- The R-Podcast - By Eric Nantz.
YouTube
- Andrew Couch - YouTube channel created by Andrew Couch.
- Ben Stenhaug - YouTube channel created by Ben Stenhaug.
- Colin Quirk - YouTube channel created by Colin Quirk.
- Data Analysis and Visualization Using R - YouTube channel created by David Robinson.
- Data Science with Tom - YouTube channel created by Tom.
- David Jablonski - YouTube channel created by David Jablonski.
- David Robinson - YouTube channel created by David Robinson.
- Dragonfly Statistics - YouTube channel created by Kevin O'Brien.
- Julia Silge - YouTube channel created by Julia Silge.
- Karandeep Singh - YouTube channel created by Karandeep Singh.
- Lander Analytics - YouTube channel created by Jared Lander.
- Numyard - YouTube channel created by the folks at Numyard.
- Richard Webster - YouTube channel created by Richard Webster.
- Roger Peng - YouTube channel created by Roger Peng.
- Ronak Shah - YouTube channel created by Ronak Shah.
- Simplilearn - YouTube channel created by the folks at Simplilearn.
- Statistics Globe - YouTube channel created by Joachim Schork.
- StatQuest with Josh Starmer - YouTube channel created by Josh Starmer.
- TidyX - YouTube channel created by Ellis Hughes and Patrick Ward.
